In early August, The New York Times ran a front page story that statisticians--rather than "dronish number nerds"--are increasingly in demand, "even cool."
With reams of data generated in the computer age and new realms to explore for purposes as broad as protecting national security or creating financial products, statisticians, says the Times , are only a small part of an army of "data sleuths...from backgrounds like economics, computer science and mathematics."

An important question raised by the story--and, of course, the broader, deeper trend of using mathematics and systems analysis to "understand" complex human behavior--is whether, before they have deleterious effects, emerging theories and products and ideas can be advanced with a strong measure of humility and put in the context of complex human society, where some key factors exist that cannot be quantified. Will the already potent but ever-emerging "numbers" class have the broad education and training to understand the "benefits" but also the "limits" of all this numbers crunching?

I raise this question of the potential effects of rigid application of mathematical and systems techniques because two of the most serious problems to beset this country--the Vietnam War and the financial meltdown--stemmed, in important ways, from overconfidence, indeed even cult-like behavior.
These two problems are at the front of my mind due to two books that received attention in June and July that dealt with how the false idolatry of numbers and systems can lead people, institutions and nations far astray--with catastrophic results.

The first is former Defense Secretary Robert S. McNamara's, In Retrospect: The Tragedy and Lessons of Vietnam. It was published in 1995, nearly 30 years after he left the Defense Department in 1968, but received much attention when McNamara died, at 93, in early July. As is well known, McNamara was a part of a World War II "systems analysis" team at Defense, led by Tex Thornton, a "whiz kid" who rose to the top of Ford Motor and a civilian technocrat who brought a powerful systems orientation to the Pentagon in the early 60s.
While this approach certainly had relevant application to an attempt to rationalize the Pentagon's corpulent competition between the Army, Navy and Air Force, it became famous in the Vietnam War when numbers like body counts, targets hit, enemy forces captured, weapons seized, tons of bombs dropped, and hamlets protected were used to argue that the war was being prosecuted successfully. The origins of the war were not in systems theories (rather, to take one strand, a belief that monolithic Russian-Chinese Communism would overrun Southeast Asia). But those theories played an important part
in convincing McNamara and President Johnson that the war could be won and,
therefore, in deepening our involvement, resulting in tragedy both for
the U.S. and for Vietnam

Thirty years later, McNamara declared in his book (positions repeated later in the award winning documentary, "Fog of War") that, although his aspirations were idealistic, "we were wrong. We were terribly wrong." Among his "lessons" about the causes of the Vietnam mistake: "our profound ignorance of the history, culture and politics of the people...[the failure] to recognize the limitations of modern high technology military equipment." After McNamara's death, the historian Michael Beschloss wrote: "McNamara knew little about Southeast Asia, and made no conspicuous effort to learn more. His penchant for numbers left him ill-equipped to understand that some human motivations cannot be quantified or predicted. As a result, he drastically underestimated the Viet Cong's determination."

The second book, Gillian Tett's Fool's Gold, is a detailed account of how a small group of bankers at J.P. Morgan in the mid-90s (many with degrees in math and computer science) developed product models--credit derivatives--and perfected methods of breaking those derivative products into small pieces, bundling the pieces and selling them--securitization. Tett is a well-regarded reporter at The Financial Times, covering global markets. And, while there have already been many important books written on the financial crash (one of the first being Charles S. Morris' The Trillion Dollar Meltdown), this is a very fine-grained account of what actually happened inside major institutions.

As she explains in detail, the purpose behind credit derivatives was for Bank A to sell some its loan risk to Bank B. Then, when the underlying loans and the credit derivatives were bundled together and sold off to many other investors, the creators, relying on mathematical models, felt that they had eliminated financial risk. A cult followed, as other financial institutions like Bear Stearn, Lehman Brothers, Merrill Lynch and AIG used the Morgan technique and added the combustible element of subprime loans to the derivative and securitization approach.

But, of course, when the endless rise in real estate prices headed south in 2006 and 2007, the computer models were confounded by this change in basic assumption. More importantly so were markets, as derivatives and securities sold through securitization lost value and the supposed safety of risk-free paper turned into the horror show of panic and the seizing up of the credit markets. Members of the cult ran--or were chased--as pillars of the temple collapsed.

These two dramatic and far-reaching examples, however different in context, demonstrate the power of mathematical and systems analysis--and how hard it is to force their proponents to probe for weak-points, to lay bare the critical--often hidden--assumptions that underlie all models. It is also important to take into account the elements of "history, culture and politics" which so often determine outcomes (like the history, culture and politics of a fiercely independent North Vietnam or the history and culture of an overheated housing market).
In both examples, there were critics at the time (George Ball inside the Johnson Administration and a number of economists and analysts mentioned by Tett).

It is fine to have McNamara's way-after-the-fact analysis added to the perspectives on what went wrong in Vietnam. It is fine to have Tett analyze, after the fact, the seeds of financial destruction with precision.
But the profound question is what processes can make Cassandras heard before the catastrophe, especially because mathematical models and system analysis will---and should--continue to be important analytic tools (but not holistic answers) for all manner of problems. (Recall that no one listened to her warning about Greeks bearing gifts, turned by Warren Buffett into his annual letter aphorism "beware of geeks bearing formulas".)

Whether in the public or private sector, leaders must at a minimum have the intellectual courage and strength to form red teams and blue teams which fight over the fundamentals of the analysis, and isolate and challenge the assumptions which, when eroded, erode in turn the apparent precision of mathematical or systems models. So, too, we need tribunes of the people--either in the Congress, the media, or independent critics--who have strong enough voices to be heard, not just about how unwise a policy is, but why that policy is built on models and systems that are unrealistic, and can communicate that in a powerful, understandable way to the public, or at least to opinion leaders.

Models are just that. It was the complexity of human endeavor and the messy reality of Vietnam and the financial markets that blew them up.

About the Author

Ben Heineman Jr. is is a senior fellow at the Belfer Center for Science and International Affairs, in Harvard's Kennedy School of Government, and at the Harvard Law School's Program on Corporate Governance. He is the author of High Performance With High Integrity.

Most Popular

Writing used to be a solitary profession. How did it become so interminably social?

Whether we’re behind the podium or awaiting our turn, numbing our bottoms on the chill of metal foldout chairs or trying to work some life into our terror-stricken tongues, we introverts feel the pain of the public performance. This is because there are requirements to being a writer. Other than being a writer, I mean. Firstly, there’s the need to become part of the writing “community”, which compels every writer who craves self respect and success to attend community events, help to organize them, buzz over them, and—despite blitzed nerves and staggering bowels—present and perform at them. We get through it. We bully ourselves into it. We dose ourselves with beta blockers. We drink. We become our own worst enemies for a night of validation and participation.

Even when a dentist kills an adored lion, and everyone is furious, there’s loftier righteousness to be had.

Now is the point in the story of Cecil the lion—amid non-stop news coverage and passionate social-media advocacy—when people get tired of hearing about Cecil the lion. Even if they hesitate to say it.

But Cecil fatigue is only going to get worse. On Friday morning, Zimbabwe’s environment minister, Oppah Muchinguri, called for the extradition of the man who killed him, the Minnesota dentist Walter Palmer. Muchinguri would like Palmer to be “held accountable for his illegal action”—paying a reported $50,000 to kill Cecil with an arrow after luring him away from protected land. And she’s far from alone in demanding accountability. This week, the Internet has served as a bastion of judgment and vigilante justice—just like usual, except that this was a perfect storm directed at a single person. It might be called an outrage singularity.

Most of the big names in futurism are men. What does that mean for the direction we’re all headed?

In the future, everyone’s going to have a robot assistant. That’s the story, at least. And as part of that long-running narrative, Facebook just launched its virtual assistant. They’re calling it Moneypenny—the secretary from the James Bond Films. Which means the symbol of our march forward, once again, ends up being a nod back. In this case, Moneypenny is a send-up to an age when Bond’s womanizing was a symbol of manliness and many women were, no matter what they wanted to be doing, secretaries.

Why can’t people imagine a future without falling into the sexist past? Why does the road ahead keep leading us back to a place that looks like the Tomorrowland of the 1950s? Well, when it comes to Moneypenny, here’s a relevant datapoint: More than two thirds of Facebook employees are men. That’s a ratio reflected among another key group: futurists.

Even when they’re adopted, the children of the wealthy grow up to be just as well-off as their parents.

Lately, it seems that every new study about social mobility further corrodes the story Americans tell themselves about meritocracy; each one provides more evidence that comfortable lives are reserved for the winners of what sociologists call the birth lottery. But, recently, there have been suggestions that the birth lottery’s outcomes can be manipulated even after the fluttering ping-pong balls of inequality have been drawn.

What appears to matter—a lot—is environment, and that’s something that can be controlled. For example, one study out of Harvard found that moving poor families into better neighborhoods greatly increased the chances that children would escape poverty when they grew up.

While it’s well documentedthat the children of the wealthy tend to grow up to be wealthy, researchers are still at work on how and why that happens. Perhaps they grow up to be rich because they genetically inherit certain skills and preferences, such as a tendency to tuck away money into savings. Or perhaps it’s mostly because wealthier parents invest more in their children’s education and help them get well-paid jobs. Is it more nature, or more nurture?

Forget credit hours—in a quest to cut costs, universities are simply asking students to prove their mastery of a subject.

MANCHESTER, Mich.—Had Daniella Kippnick followed in the footsteps of the hundreds of millions of students who have earned university degrees in the past millennium, she might be slumping in a lecture hall somewhere while a professor droned. But Kippnick has no course lectures. She has no courses to attend at all. No classroom, no college quad, no grades. Her university has no deadlines or tenure-track professors.

Instead, Kippnick makes her way through different subject matters on the way to a bachelor’s in accounting. When she feels she’s mastered a certain subject, she takes a test at home, where a proctor watches her from afar by monitoring her computer and watching her over a video feed. If she proves she’s competent—by getting the equivalent of a B—she passes and moves on to the next subject.

The Wall Street Journal’s eyebrow-raising story of how the presidential candidate and her husband accepted cash from UBS without any regard for the appearance of impropriety that it created.

The Swiss bank UBS is one of the biggest, most powerful financial institutions in the world. As secretary of state, Hillary Clinton intervened to help it out with the IRS. And after that, the Swiss bank paid Bill Clinton $1.5 million for speaking gigs. TheWall Street Journal reported all that and more Thursday in an article that highlights huge conflicts of interest that the Clintons have created in the recent past.

The piece begins by detailing how Clinton helped the global bank.

“A few weeks after Hillary Clinton was sworn in as secretary of state in early 2009, she was summoned to Geneva by her Swiss counterpart to discuss an urgent matter. The Internal Revenue Service was suing UBS AG to get the identities of Americans with secret accounts,” the newspaper reports. “If the case proceeded, Switzerland’s largest bank would face an impossible choice: Violate Swiss secrecy laws by handing over the names, or refuse and face criminal charges in U.S. federal court. Within months, Mrs. Clinton announced a tentative legal settlement—an unusual intervention by the top U.S. diplomat. UBS ultimately turned over information on 4,450 accounts, a fraction of the 52,000 sought by the IRS.”

During the multi-country press tour for Mission Impossible: Rogue Nation, not even Jon Stewart has dared ask Tom Cruise about Scientology.

During the media blitz for Mission Impossible: Rogue Nation over the past two weeks, Tom Cruise has seemingly been everywhere. In London, he participated in a live interview at the British Film Institute with the presenter Alex Zane, the movie’s director, Christopher McQuarrie, and a handful of his fellow cast members. In New York, he faced off with Jimmy Fallon in a lip-sync battle on The Tonight Show and attended the Monday night premiere in Times Square. And, on Tuesday afternoon, the actor recorded an appearance on The Daily Show With Jon Stewart, where he discussed his exercise regimen, the importance of a healthy diet, and how he still has all his own hair at 53.

Stewart, who during his career has won two Peabody Awards for public service and the Orwell Award for “distinguished contribution to honesty and clarity in public language,” represented the most challenging interviewer Cruise has faced on the tour, during a challenging year for the actor. In April, HBO broadcast Alex Gibney’s documentary Going Clear, a film based on the book of the same title by Lawrence Wright exploring the Church of Scientology, of which Cruise is a high-profile member. The movie alleges, among other things, that the actor personally profited from slave labor (church members who were paid 40 cents an hour to outfit the star’s airplane hangar and motorcycle), and that his former girlfriend, the actress Nazanin Boniadi, was punished by the Church by being forced to do menial work after telling a friend about her relationship troubles with Cruise. For Cruise “not to address the allegations of abuse,” Gibney said in January, “seems to me palpably irresponsible.” But in The Daily Show interview, as with all of Cruise’s other appearances, Scientology wasn’t mentioned.

Some say the so-called sharing economy has gotten away from its central premise—sharing.

This past March, in an up-and-coming neighborhood of Portland, Maine, a group of residents rented a warehouse and opened a tool-lending library. The idea was to give locals access to everyday but expensive garage, kitchen, and landscaping tools—such as chainsaws, lawnmowers, wheelbarrows, a giant cider press, and soap molds—to save unnecessary expense as well as clutter in closets and tool sheds.

The residents had been inspired by similar tool-lending libraries across the country—in Columbus, Ohio; in Seattle, Washington; in Portland, Oregon. The ethos made sense to the Mainers. “We all have day jobs working to make a more sustainable world,” says Hazel Onsrud, one of the Maine Tool Library’s founders, who works in renewable energy. “I do not want to buy all of that stuff.”

Two hundred fifty years of slavery. Ninety years of Jim Crow. Sixty years of separate but equal. Thirty-five years of racist housing policy. Until we reckon with our compounding moral debts, America will never be whole.

And if thy brother, a Hebrew man, or a Hebrew woman, be sold unto thee, and serve thee six years; then in the seventh year thou shalt let him go free from thee. And when thou sendest him out free from thee, thou shalt not let him go away empty: thou shalt furnish him liberally out of thy flock, and out of thy floor, and out of thy winepress: of that wherewith the LORD thy God hath blessed thee thou shalt give unto him. And thou shalt remember that thou wast a bondman in the land of Egypt, and the LORD thy God redeemed thee: therefore I command thee this thing today.

— Deuteronomy 15: 12–15

Besides the crime which consists in violating the law, and varying from the right rule of reason, whereby a man so far becomes degenerate, and declares himself to quit the principles of human nature, and to be a noxious creature, there is commonly injury done to some person or other, and some other man receives damage by his transgression: in which case he who hath received any damage, has, besides the right of punishment common to him with other men, a particular right to seek reparation.

An attack on an American-funded military group epitomizes the Obama Administration’s logistical and strategic failures in the war-torn country.

Last week, the U.S. finally received some good news in Syria:.After months of prevarication, Turkey announced that the American military could launch airstrikes against Islamic State positions in Syria from its base in Incirlik. The development signaled that Turkey, a regional power, had at last agreed to join the fight against ISIS.

The announcement provided a dose of optimism in a conflict that has, in the last four years, killed over 200,000 and displaced millions more. Days later, however, the positive momentum screeched to a halt. Earlier this week, fighters from the al-Nusra Front, an Islamist group aligned with al-Qaeda, reportedly captured the commander of Division 30, a Syrian militia that receives U.S. funding and logistical support, in the countryside north of Aleppo. On Friday, the offensive escalated: Al-Nusra fighters attacked Division 30 headquarters, killing five and capturing others. According to Agence France Presse, the purpose of the attack was to obtain sophisticated weapons provided by the Americans.